migration-engineering

Plugin migration-engineering from marketplace magnus-agent-skills in magnus919/agent-skills. Commands read from the repo's manifest — today.

Skills (194)

• actuarial-risk-modeling

  Use when analyzing, selecting, validating, or communicating models for insurance, actuarial, financial-risk, or other consequential uncertain outcomes. Covers regression, generalized linear models, frequency-severity, panel and longitudinal data, survival, time series, credibility, reserving, tail r

• adr-authoring

  Write, review, and maintain architecture decision records with clear context, alternatives, consequences, confirmation links, and lifecycle governance. Use when a consequential technical decision or its enforceable architectural constraint must remain understandable. Do not use for system-wide evolu

• agent-council

  Run a structured multi-agent debate by spawning a panel of expert agents on any question, with convergence-aware iteration and typed synthesis output via the `agent-council` CLI. Use when a decision has genuine tradeoffs, high stakes, or hidden assumptions worth adversarial collaboration, or when co

• agent-evals-and-observability

  Design, run, review, or release framework- and vendor-neutral evaluations and observability for AI agents. Use when defining agent evals, datasets, graders, trajectory review, monitor independence, oversight quality, regression analysis, release gates, production traces, or privacy-aware telemetry.

• agent-production-operations

  Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and latency budgets, tool health, human escalation, disablement, and trace-to-eval feedback. Do not use for building agents, designing evals, or gener

• agent-skills

  Use this skill when creating, reviewing, or editing Agent Skills-format skills, or when implementing skill discovery and loading in an agent client. It covers directory structure, SKILL.md metadata, progressive disclosure, evals, and repository conventions. Do not use this skill for general software

• ai-governance

  Design and operate AI governance: principles, decision rights, risk tiers, lifecycle gates, fairness, transparency, privacy, security, compliance mapping, maturity and board reporting across SaaS, API, self-hosted and agentic systems. Use to admit, update or retire Agent Skills, MCP servers and A2A

• ai-operating-economics

  Use when deciding whether an AI-enabled workflow should be adopted, scaled, constrained, redesigned, or retired, and the decision must connect business outcomes, worker or user effects, quality guardrails, full operating cost, telemetry, uncertainty, and accountable governance. Do not use for a stan

• amazon-memo

  Create, adapt, or revise Amazon-style narrative decision memos, six-pagers, PR/FAQs, and short decision briefs, including reading meetings and async review. Use for choosing the right memo form, evidence-led reasoning, and revising mechanical AI prose for human readers. Do not use for general copywr

• analog-occultism

  Use this skill to create subject-neutral images and videos in an analog occultism / industrial CRT noir aesthetic: near-monochrome archival technical atmosphere, severe low-key lighting, tactile signal degradation, industrial geometry, and quiet unresolved tension. Use for portraits, products, envir

• anydoc

  Convert Word (.doc/.docx/.docm), PowerPoint (.ppt/.pps/.pot/.pptx/.pptm/.ppsx/.ppsm), Excel (.xls/.xlsx/.xlsm/.xlsb), OpenDocument (.odt/.ods/.odp), RTF, EPUB, CSV, and PDF documents to clean GitHub-Flavored Markdown locally with the Any Doc CLI (npx -y @firecrawl/[email protected]): headings, GFM tables

• api-design-and-evolution

  Design, govern, document, review, and evolve consumer-facing APIs and event interfaces. Use when choosing REST/HTTP, GraphQL, RPC, events, webhooks, or streaming; writing OpenAPI or AsyncAPI contracts; assessing an API landscape, ownership, duplication, lifecycle, discoverability, retirement, gatewa

• artifact-pyramids

  Organize durable agent research outputs as summaries, analysis, and evidence dossiers. Use when producing multi-layer research artifacts or coordinating research handoffs. Do not use this skill for unrelated requests; route to the nearest named specialist. source_repo: https://github.com/magnus919/h

• ascii-city-engine

  Build portable, first-person colored ASCII city engines and small GIS-derived city packs. Use when designing terrain-following walking, raycast character rendering, city-provider schemas, or reproducible public-GIS ingestion. Do not use for conventional 3D/WebGL games, multi-level interiors, general

• autogen

  Build conversational multi-agent systems with Microsoft AutoGen. AssistantAgent, UserProxyAgent, GroupChat, code execution, nested chats, cancellation tokens, tool integration, and MCP support. Use when building conversation-driven multi-agent systems or comparing agent frameworks. Do not use this s

• backend-engineering

  Design and implement backend services and APIs — REST, gRPC, GraphQL,

• binary-analysis

  Plan static inspection of unknown binary files with a deterministic CLI whose Ghidra operations are currently unimplemented and fail closed. Use when you need to inspect a PE, ELF, or Mach-O file — triage suspicious binaries, map imported APIs, decompile functions, trace call paths, or produce struc

• bmad

  Use this skill to run BMad (Breakthrough Method of Agile AI-Driven Development) as a harness-agnostic control-plane protocol that turns human intent into bounded, inspectable, resumable agent work. Compress intent into a five-field contract (Why, Capabilities, Constraints, Non-goals, Success signal)

• brand-designer

  Create comprehensive brand identity documentation for any brand. Guides you through documenting strategy, visual identity (logo, color, typography, imagery), voice and tone, customer-centered messaging handoffs, application guidelines, governance, and asset inventory. Produces markdown specs, compil

• c4-diagramming

  Create and review C4 software-architecture diagrams using Mermaid or Structurizr. Use when teams need a communication-ready system context, container, component, or code-level view, including audience, narrative, hierarchy, labels, legends, accessibility, and uncertainty. Do not use for Mermaid synt

• camera-hacking

  Investigate, reverse-engineer, develop, and validate digital-camera modifications and interoperability, including custom firmware, hidden settings, camera control protocols, feature unlocks, and model-specific recovery. Use for feasibility research, offline analysis, controlled experiments, and expl

• capacity-and-cost-engineering

  Model technical capacity, unit cost, and budget constraints connected to demand, performance, and reliability decisions. Use when projecting capacity from growth forecasts, sizing for peak events, designing cost-aware scaling policies, defining budget thresholds or quota/rate-limit enforcement, runn

• chief-of-staff-methodology

  Prepare accountable executive decisions, decision support, briefings, information triage, calendar choices, and institutional memory. Use for chief of staff or CoS, executive operations, founder operations, operating rhythm, strategic attention, executive office, board materials, organizational sens

• cli-builder

  Build or refactor agent-facing CLI tools with non-interactive commands, stable --help and --json contracts, idempotent operations, and --dry-run previews. Use for CLI design, agent-friction refactors, output/exit-code debugging, or automation safety. Do not use for GUI/TUI design, conversational too

• cncf-landscape

  Use this skill when discovering and comparing cloud-native technologies from the CNCF Landscape for an architecture or engineering decision. Query the live public Landscape API, filter candidates by capability, category, maturity, license, and repository signals, then produce an evidence-backed shor

• code-review

  Review a code change for correctness, security, maintainability, and test adequacy, and reach a defensible verdict. Use when reviewing a pull request, diff, patch, or AI-generated change; when scoping an oversized review into reviewable units; when writing or triaging review comments; when assigning

• color-management

  Manage color workflows with ICC profiles, working spaces, gamut mapping, and color science. Use when inspecting ICC profiles, converting between color spaces, checking gamut clipping, validating well-behaved working spaces, or troubleshooting color workflow issues with ImageMagick, ArgyllCMS, Exifto

• community-guides

  Create, adapt, or revise practical community guides with locally grounded activities, participant worksheets, facilitator instructions, and maintenance plans. Use for neighborhood preparedness, mutual support, shared projects, and community learning programs. Do not use for travel guides, promotiona

• conditional-customer-success

  Guide recurring human-relationship practices — success plans, health evidence, renewal and expansion signals, QBRs, handoffs, escalation, and closed-loop Voice of Customer. Do not use this skill for products without accounts, renewals, QBRs, or a customer-success team, including some internal tools,

• confluence-cli

  Interact with Atlassian Confluence from the terminal: list spaces, browse pages, view page content, search with CQL, and create pages. Use when the user mentions Confluence, a space key (e.g. DEV), or asks about documentation, wiki pages, space content, or knowledge base articles. Do not use this sk

• constrained-optimization

  Define, compare, and audit constrained optimization decisions with explicit variables, units, hard and soft constraints, feasibility, Pareto tradeoffs, and honest solver evidence. Do not use for statistical modeling or ML fitting, which belong to data-scientist or ml-engineering, or for operating a

• crewai

  Build role-based multi-agent systems with CrewAI. Agents with Role/Goal/Backstory, task design, crew composition (sequential or hierarchical), tool integration, callbacks, and production deployment. Use when orchestrating multi-agent teams or comparing agent frameworks. Do not use this skill for unr

• crm

  Operate HubSpot CRM from a terminal or agent: list and search contact records, view deal pipeline stages, and — with explicit confirmation — move deals between stages, backed by a bundled crm-cli script that is read-only by default and gates every stage change behind a --dry-run/--yes confirmation.

• crowdsec

  Deploy, configure, and operate CrowdSec Security Engine, cscli, remediation components, acquisition pipelines, and AppSec WAF. Use for Linux or Docker installation, detection-to-blocking design, incident review, and safe changes. Do not use for generic firewall, Kubernetes, or reverse-proxy design;

• cryptpad

  Use CryptPad encrypted collaboration for integration, automation, and diagnosis with its browser integration API, instance discovery, document import/export, and session-key lifecycle. Use for CryptPad API feasibility, embedded editors, sharing, persistence, or self-hosted instance troubleshooting.

• cyberpunk

  Create or analyze settings, scenes, world operations, and image direction in the literary cyberpunk mode of William Gibson's Sprawl fiction: dense, accreted urban systems; uneven high technology; corporate power; mediated culture; and human-scale survival inside global networks. Use for Gibson-infor

• daily-life-discovery

  Guide a consent-based conversation that helps a person discover how an AI agent could improve their day-to-day life: routines, friction, attention, decisions, relationships, learning, and small experiments. Use when someone asks for a daily check-in, wants the agent to learn how they work, says "gri

• data-architect

  Use this skill to assess, design, and evolve data architectures, including data platforms, data products, data mesh adoption, event-driven data flows, governance, modeling, and migration decisions. Load it when teams need workload-grounded tradeoffs, ownership and quality agreements, or a current-to

• data-cleaning

  Clean, profile, validate, reshape, and document messy tabular, text, JSON, and relational data through an evidence-first, reproducible workflow. Use when preparing data for analysis, reporting, modeling, ingestion, migration, or matching, including AI-suggested repair, entity-match review, score cal

• data-engineering

  Design and operate data infrastructure — database operations (vector,

• data-scientist

  Use for PhD-level expertise in data science, statistics, and machine learning: rigorous statistical analysis, experimental design, causal inference, advanced modeling, research methodology, or data science project leadership. Load when the user asks about statistical methods, experimental design, mo

• de-spin

  Use when someone asks what is true, false, misleading, unsupported, unknown, or genuinely complicated in a persuasive message, article, pitch, advertisement, policy claim, or viral post. Analyze propaganda, spin, selective framing, urgency, social proof, deceptive marketing, and AI-generated persuas

• digital-twin

  Design, build, evaluate, govern, monitor, evolve, and retire digital twins and federated twin universes for software systems, engineering processes, agentic software factories, infrastructure, and cyber-physical operations. Use when a task involves digital-twin architecture, digital thread, simulati

• docker-compose

  Use Docker Compose to define, run, debug, and harden multi-container applications. Load for compose.yaml design, networking, volumes, secrets, profiles, overrides, watch mode, lifecycle operations, or troubleshooting. Do not use this skill for unrelated requests; route to the nearest named specialis

• documents

  Generate, inspect, validate, and fix PDF, Word (.docx), Excel (.xlsx), and PowerPoint (.pptx) documents: turn structured content into render-ready artifacts, verify structural and output quality before delivery, and repair broken files. Use when a task involves creating, editing, converting, or vali

• dsm5

  Assess and explain questions about mental health and neurocognitive conditions against DSM-5-TR diagnostic criteria, and guide evidence-based conversations for clinicians, patients, and family members. Use when someone asks about symptoms, possible conditions, differential diagnoses, diagnostic crit

• dspy

  Optimize and build programmatic prompt systems with Stanford DSPy. Signatures, modules (Predict, ChainOfThought, ReAct), optimizer/teleprompter selection, compilation, caching, evaluation. Use when doing programmatic prompt optimization or building compiled prompt programs. Do not use this skill for

• electronics

  Design, review, prototype, measure, and troubleshoot electronic circuits using component evidence, worst-case calculations, interface contracts, and staged bench verification. Use for component selection, analog or digital building blocks, power and protection, sensor conditioning, schematic-to-wiri

• email

  Send and diagnose transactional email through Twilio SendGrid from a terminal or agent: send messages, check deliverability (bounces and spam reports), and verify Signed Event Webhook signatures (ECDSA P-256) — with a bundled email-cli script that is read-only by default and gates every send behind

• enterprise-architecture

  Design and evolve enterprise architectures by connecting business capabilities, value streams, applications, information, technology, operating models, and transition choices. Use when mapping an enterprise portfolio, comparing current and target states, sequencing transition architectures, or defin

• epub

  Read, write, and edit EPUB2/EPUB3 ebooks as an EPUB file format expert. Extract text, metadata, structure, and knowledge from EPUB files for enrichment or memory. Create valid EPUBs from scratch. Validate against the EPUB specification. Use when the user mentions epub, ebook, EPUB file, ebook format

• esp32-development

  Build, configure, flash, test, debug, and recover firmware for ESP32-family boards, including ESP-Mosaico kit bring-up, ESP-IDF C/C++, Arduino/PlatformIO, MicroPython, CircuitPython, ESPHome, Zephyr, Rust, and NuttX. Use when identifying an ESP32 board, choosing a framework, wiring GPIO or periphera

• ffmpeg

  Use this skill for local FFmpeg/FFprobe media inspection, remuxing, transcoding, filtering, evidence-bounded video review, transcript-assisted editorial plans, edit decision lists, podcast/audio cleanup, rendering, and output acceptance. It emphasizes explicit stream selection, source preservation,

• financial-modeling

  Build and review assumptions-led financial models, unit economics, pricing, fundraising scenarios, and SaaS operating metrics. Use when calculating CAC, LTV, payback, runway, ARR, churn, NDR, Rule of 40, or sales efficiency; when modeling revenue, costs, cash flow, outcome-linked partnerships, reven

• fireflies

  Query Fireflies.ai meeting transcripts, meeting notes, summaries, contacts, channels, AI meeting analytics, AskFred, audio uploads, and webhook signatures through its GraphQL API. Use when a user mentions Fireflies, Fireflies.ai, meeting transcripts or notes stored in Fireflies, AskFred, or Fireflie

• flaresolverr-cli

  Use a small FlareSolverr JSON CLI for browser-backed GET and POST requests, readiness checks, and session lifecycle management when a site requires Cloudflare or DDoS-GUARD challenge handling. Do not use this skill for unrelated requests; route to the nearest named specialist. tags: flaresolverr, cl

• flaresolverr

  Use the minimal FlareSolverr wrapper for a one-off health check or browser-backed GET/POST when ordinary retrieval is blocked by Cloudflare or DDoS-GUARD. Choose flaresolverr-cli instead for named session lifecycle, cookie-only returns, dry-run planning, or the full operational command surface. Do n

• forgejo-cli

  Use when managing a Forgejo or Gitea server from the terminal: issues, pull requests, repositories, file contents, labels, milestones, releases, webhooks, user settings, or any /api/v1 endpoint through a safe generic API command. Do not use this skill for unrelated requests; route to the nearest nam

• forward-deployed-engineering

  Guide embedded technical engagements from ambiguous stakeholder need through discovery, framing, hypothesis, build, evaluation, deployment, adoption, measurement, and generalization while preserving evidence, decision rights, and field learning. Use when one accountable technical lead must carry con

• fpga-development

  Design, review, simulate, and verify FPGA logic using explicit RTL contracts, clock and reset models, CDC analysis, timing constraints, and reproducible implementation evidence. Use for synthesizable HDL, fixed-point arithmetic, handshakes, testbenches, resource tradeoffs, timing closure, and FPGA r

• frontend-engineering

  Build and maintain web frontends — component architecture, state management,

• gap-analysis

  Analyze gaps by comparing a defined current state with a justified target state, characterizing causes and uncertainty, prioritizing actionable interventions, and producing traceable matrices, roadmaps, and decision records. Use for capability, process, compliance, readiness, maturity, operating-mod

• genius-life

  Guide a person in cultivating creativity in their own work and life: open conversational sessions on creative blocks, habits, environment, motivation, and resilience, or structured development of a concrete project or fledgling idea through a five-phase practice. Do not use for therapy or clinical s

• ghost

  Manage Ghost CMS content over the Admin API — browse posts, pages,

• github-runner

  Deploy, manage, and troubleshoot self-hosted GitHub Actions runners. Covers systemd service, Docker containers, Kubernetes (Actions Runner Controller), and the Scale Set Client. Use when setting up a CI runner, debugging registration failures, designing autoscaling, or hardening runner security. Do

• go-to-market

  Plan and evaluate go-to-market strategy using positioning, acquisition, growth economics, market-entry, competitive-response, and governed agent-assisted acquisition experiments. Use for ICP, customer-centered messaging, website narrative, outcome-linked operating partnerships, channel, CAC/LTV, bea

• grafana

  Operate, configure, provision, secure, and troubleshoot Grafana OSS, Enterprise, and Cloud, including dashboards, folders, data sources, annotations, alert rules, contact points, notification policies, silences, mute timings, service accounts, RBAC, plugins, APIs, and as-code workflows. Use for Graf

• gutenberg

  Search, download, and extract public-domain books from Project Gutenberg. Look up books by ID or keyword via gutendex, download plain-text and EPUB editions, strip licensing boilerplate, extract clean text from EPUB for illustrated works, and classify fiction vs non-fiction. Ships a portable CLI scr

• harness-engineering

  Design, build, diagnose, and evolve agent harnesses: instructions, tools, execution environments, durable state, context management, verification, recovery, bounded autonomous loops, and software factories that repeatedly turn incoming work into accepted deliverables. Use for director/worker product

• haystack

  Build production search and NLP pipelines with Haystack. Pipeline DAG composition, document stores, retrievers, PromptBuilder (Jinja2), generators, evaluation, Hayhooks deployment. Use when building search pipelines or comparing NLP application frameworks. Do not use this skill for unrelated request

• hugo-theme

  Build, customize, and debug advanced Hugo CMS themes — template architecture, asset pipeline (CSS/JS/image processing), shortcodes and render hooks, page bundles, cover images, Hugo Modules, performance, SEO, and CI/CD. Use when working on a Hugo theme or site template layer. Do not use this skill f

• implementation-planning

  Plan the implementation of an approved requirement or specification: produce an executable, dependency-aware delivery plan covering work breakdown, dependency mapping, critical path, ownership, parallelism and sequencing, rollout strategy, rollback and recovery paths, and verification against the or

• incident-learning

  Convert operational incident and near-miss evidence into durable product, engineering, test, evaluation, and governance improvements with verified closure. Separate observed facts from causal hypotheses and unresolved uncertainty; map follow-up work across code, tests, skills, operations, product, a

• infographic

  Design, create, or improve an infographic, visual explainer, illustrated guide, comparison poster, process graphic, or data story for any audience. Use for turning evidence and ideas into a clear, polished visual explanation, including choosing information structure, visual encoding, and a distinct

• jellyfin

  Query your Jellyfin media server from the terminal — recently added media,

• jira

  Interact with Atlassian Jira from the terminal: search issues with

• job-interview-coaching

  Use this skill to coach candidates and interviewers for job interviews: prepare truthful examples, critique interview transcripts, run interactive mock interviews and targeted practice, design structured questions and evidence-based scorecards, and improve candidate experience. Adapt to profession,

• kanban-guru

  Diagnose Kanban flow problems and design board operating models. Load this when your team is struggling with throughput, cycle times are unpredictable, multiple stakeholders compete for the same engineers, or you're wondering if Kanban is right for you. Do not use this skill for unrelated requests;

• kubernetes

  Operate, troubleshoot, secure, upgrade, and automate Kubernetes clusters and workloads safely across upstream Kubernetes, k3s, RKE2, MicroK8s, k0s, Talos, OpenShift/OKD, kind, Minikube, Rancher-managed clusters, EKS, AKS, and GKE. Use when a task involves kubectl, Kubernetes APIs, Pods, Deployments,

• langchain

  Build LLM applications with LangChain. Use when working with LangChain or comparing LLM application frameworks. Do not use this skill for unrelated requests; route to the nearest named specialist. author: Magnus Hedemark version: 1.1.0 source: https://github.com/langchain-ai/langchain

• langgraph
• lastfm
• legal-strategy
• life-coach
• linear
• litellm
• llama-cpp
• llamaindex
• meetings
• mermaid-diagrams
• meshcore-packet-capture
• migration-engineering
• ml-engineering
• mobile-development
• multi-agent-coordination
• multi-tenant-saas-architecture
• neckbeard
• notion
• nous-branding
• open-knowledge-format
• openlibrary
• opensource-contributions
• operational-design
• org-design
• pace-plan
• peertube
• performance-optimization
• platform-engineering
• playwright
• postgres
• privacy-engineering
• product-adoption
• product-analytics-and-measurement
• product-design-and-ux
• product-discovery
• product-experimentation
• product-lifecycle-learning
• product-lifecycle
• product-methodology
• product-operations-and-governance
• product-roadmapping-and-portfolio
• product-shaping
• product-strategy
• production-excellence
• production-readiness
• programming-principles
• promise-theory
• pydanticai
• qa-methodology
• raleigh
• react
• release-engineering
• remote-systems-administration
• research-and-vault
• research-methodology
• resilience-and-recovery
• restic
• secure-software-engineering
• security-audit-methodology
• semantic-spacetime
• seo
• site-reliability-engineering
• slack
• software-architecture-analysis
• software-architecture
• solarpunk
• solo-startup
• spec-driven-development
• spring-ai
• strategy-frameworks
• stripe
• supabase
• system-one
• systematic-debugging
• tabpfn
• tailscale
• headscale-backup
• headscale-deploy
• headscale-derp
• headscale-node-lifecycle
• headscale-routing
• tailnet-policy
• tailscale-client
• teach-me
• technical-documentation
• technical-program-management
• technical-project-management
• technology-radar
• telemetry
• tempest
• terraform
• three
• tmdb
• traefik
• training-data-annotation
• trakt
• transistor
• travel-guide
• unsloth
• vercel-eve
• verification-methodology
• verified-delivery
• vite
• vllm
• waiting-list
• web-accessibility
• woodpecker-ci
• workflow-architect
• bundle-builder
• observer
• writers-helper
• yc-default-alive-calculator
• yc-weekly-growth-compass
• youtube-thumbnail

Similar plugins